Clean, comparable regional data
for 47 countries, ready to analyze.
Public pages let you inspect the evidence. Professional access gives your team the complete harmonized database, full historical coverage, bulk exports and production-ready APIs.
Sub-national socioeconomic data built only from official public sources, unified into one consistent, fully-traceable schema applied across all of them. Explore it free on the map, download the CSVs when you need to work with it.
Browse datasets ↓ Explore free firstDatasets
Israel, full
- 836 metrics from CBS — every indicator that survives verification
- 130 curated by us: income, education, health, safety, housing, welfare — the analyst-ready core
- 25 years of history per locality — the deepest set we hold
Germany, full
- Eurostat NUTS-3 + NUTS-2 enrichment (official)
- 52 official indicators · English labels · source per figure
UAE, full
- World Bank indicators + Dubai Land Department transactions
- Real Q1-2026 real-estate transaction summary
Saudi Arabia, full
- World Bank + GASTAT Census 2022
- 32 official indicators · source per figure
Qatar, full
- World Bank indicators
- 41 indicators (PSA · MOJ · World Bank) · source per figure
France, full
- Eurostat NUTS-3
- 42 official indicators (Eurostat + INSEE) · source per figure
All 47 countries
- Israel, UAE, Saudi & Qatar ship instantly; Germany, France & EU-27 built to order from the live database
- Every official metric, every region, full history — far cheaper than separately
Data currency & next update
When each dataset was last refreshed, the latest year it covers, and the estimated date of the next update — based on each official source's historical release cadence. SkyMind doesn't control when statistical agencies publish; these are honest estimates, not guarantees.
| Dataset | Official source | Current through | Last refreshed | Next update (est.) |
|---|---|---|---|---|
| 🇮🇱 Israel 255 localities | Israel CBS · data.gov.il | 2024 | 2026-06-24 | ~May 2027 |
| 🇩🇪 Germany 401 Kreise (NUTS-3) | Eurostat NUTS-3 | 2023 | 2026-06-24 | ~Feb 2027 |
| 🇫🇷 France 96 départements (NUTS-3) | Eurostat NUTS-3 · INSEE | 2024 | 2026-06-25 | ~Feb 2027 |
| 🇦🇪 UAE 340 units (7 emirates + 102 districts + 231 DSC communities) | Dubai Land Department (raw transactions) · Dubai Statistics Center · World Bank | 2024 (DLD by community, WB) · 2022 (DSC population) | 2026-07-07 | ~Q1 2027 |
| 🇸🇦 Saudi Arabia 51 units (13 regions + 38 governorates) | GASTAT (Census 2022 · HIES 2023 · LFS · Services Stats 2020) via KAPSARC/stats.gov.sa · World Bank | 2025 | 2026-07-07 | ~Q1 2027 |
| 🇶🇦 Qatar 8 municipalities (official) | Qatar PSA (data.gov.qa) · World Bank | 2025 | 2026-07-03 | ~Q1 2027 |
| Oman 75 units (64 wilayats scored + 11 governorates) | NCSI Oman — GeoStat portal (ncsigeostatportal.ncsi.gov.om, catalog data.ncsi.gov.om) | population 2024; permits 2024; vital 2022-2023; unemployment 2021 | 2026-07-13 | ~Q1 2027 |
| Bahrain 4 governorates | iGA Bahrain — data.gov.bh (Opendatasoft; Census 2020 + register series) | population 2025 (mid-year); census 2020; waste 2024; schools 2023 | 2026-07-13 | ~Q1 2027 |
| Ukraine 25 oblasts | Derzhstat (ukrstat.gov.ua) | 2021 | 2026-06-28 | Suspended (war) |
| Moldova 35 districts | StatBank Moldova (statbank.statistica.md) | 2024 | 2026-07-08 | ~Jun 2027 |
| 🇪🇺 EU / EFTA / UK 29 countries (NUTS-3 / ITL3) | Eurostat NUTS-3 (+ national stats offices for CH/LV/NL/PT/FI/NO) | 2021–2024 (rolling, per Eurostat release) | 2026-06-25 | ~Feb 2027 |
| Luxembourg 100 communes (STATEC grid) | STATEC via LUSTAT (DF_X021/DF_X020 population, DF_C1600 salaries) | population 2026 (1 Jan); salaries 2025 | 2026-07-13 | ~Apr 2027 |
| Iceland 62 municipalities (Hagstofa grid) | Statistics Iceland PxWeb (MAN02005 population, TEK01002 income) | population 2026 (1 Jan); income 2024 | 2026-07-13 | ~Mar 2027 |
| Cyprus 5 districts (government-controlled areas) | CYSTAT PxWeb (1820055E population, 0121041E unemployed, 1918440E HBS income) | population 2024; unemployed 2025; HBS income 2023 | 2026-07-13 | ~Jun 2027 |
| Malta 68 localities (local councils) | NSO Malta IRIS API (DF_TOT_POP_BY_REG_DIST_LOC) | population 2024 | 2026-07-13 | ~Jul 2027 |
| Montenegro 25 opstine (municipalities) | MONSTAT via data.gov.me CKAN (population estimates, Census-2023 activity rates) | population 2024 (mid-year); census rates 2023 | 2026-07-13 | ~Oct 2027 |
| Liechtenstein 11 Gemeinden | Amt für Statistik eTab PxWeb (211.001 population, 291.041 median wage) | population 2024; median wage 2024 (biennial) | 2026-07-13 | ~Jul 2027 |
| Andorra 7 parròquies | Departament d'Estadística API (idDivision 798 population, 2682 flat price/m2) | population 2025; flat price 2025 | 2026-07-13 | ~Jun 2027 |
| Jordan 12 governorates (DOS grid) | DOS Jordan jorinfo PxWeb (Estimated Population; Gender Indicators of Economy) | population 2025; labour rates 2025 | 2026-07-13 | ~Mar 2027 (post-census) |
Intelligence reports (PDF): Israel Municipality Intelligence — data 2024 (2026-06-24); Germany Kreis Intelligence — data 2023 (2026-06-24) — regenerated annually. · Update schedule last reviewed 2026-06-25.
Quality, on the record
We publish our own defect statistics, not just our strengths: the Data Quality Report counts the live database, flags unlabeled changes and lists known limitations — quarterly. Think a published number is wrong? Dispute it: every dispute is reviewed and the resolution is published, and confirmed errors are corrected through the append-only revision ledger — openly, never quietly.
How to cite
If you use SkyMind data in research, reporting or policy work, cite the database and the date you retrieved it — the revision log documents every change to every published value, so a dated citation is reproducible.
SkyMind (2026). SkyMind Regional Reference Database — official regional statistics, made comparable. Retrieved 2026-MM-DD, from https://sky-mind.com/data
@misc{skymind_reference_db,
author = {{SkyMind}},
title = {SkyMind Regional Reference Database},
year = {2026},
doi = {10.5281/zenodo.21388012},
url = {https://sky-mind.com/data},
note = {Official regional statistics, made comparable.
Retrieved YYYY-MM-DD; revision history at
https://sky-mind.com/revisions}
}
Versioned snapshot with DOI: SkyMind Regional Reference Database, snapshot 2026-07-15 — doi:10.5281/zenodo.21388013 (this version) · doi:10.5281/zenodo.21388012 (all versions — cite this to always resolve to the latest snapshot). Deposited on Zenodo (CERN) with SHA-256 manifest, CC BY 4.0.
Individual findings carry their own citation block — see any Evidence issue. Underlying figures belong to the publishing agencies and are used under their open-data licenses — attribution per metric at provenance.
What's in each download
Raw metrics
- Every official observation, long format
- unit · metric · year · value
Metric catalog
- Labels, units, coverage %, year range, source
Provenance
- Official source, dataset & original value for every number
Units
- Geographic units: id, name, lat/lon, region